Open to opportunities

Pragnesh Tanniru

@pragneshtanniru

Message

I'm building agentic AI and LLM applications for financial analysis, retrieval, and multilingual translation.

India

Message

What I'm looking for

I'm looking to build agentic AI, autonomous systems, and LLM applications, especially prediction and decision systems that use reliable verification workflows.

I'm building an AI-powered investment analysis model by fine-tuning Qwen3-4B-Base with LoRA and QLoRA for long-term financial reasoning. I created the training dataset from trading and investment books and am developing a predict-verify-act workflow that checks outputs against real data.

I've also built a LangChain-based RAG backend for document ingestion, chunking, retrieval, and LLM context generation, plus a multilingual lyrics translator using an agentic development workflow. My focus is on agentic AI, autonomous systems, ML prediction and decision systems, and LLM applications.

Experience

Work history, roles, and key accomplishments

AI-Powered Investment Analysis Model

Personal Project

Fine-tuned a Qwen3-4B-Base model using LoRA and QLoRA to generate long-term investment analysis, adapting a general-purpose LLM to a specialized financial reasoning task. Independently built the training dataset by extracting and structuring content from trading and investment books, covering data cleaning, formatting, and instruction-style curation.

Python LLM Fine tuning LoRAs QLoRA RAG LangGraph SQL MongoDB